per-client-memory-routerlisted
Install: claude install-skill search-atlas-group/amm-founding-circle
# per-client-memory-router
**The problem this solves:** an agency running one agent stack across many clients hits
two failures that look unrelated but share one root cause — no separation between "what
this agent knows in general" and "what this agent knows about this one client." Global
prompts, global memory, and a shared job queue.
- **Context bleed.** A preference, a brand voice note, or a fact from Client A's thread
surfaces in Client B's output, because the agent's memory has no boundary between them.
- **Quota starvation.** One client with a large or slow-running job (a big crawl, a long
content run) monopolizes the shared model/API quota, and every other client's job
queues behind it or times out.
Both are architecture gaps, not model failures. Fixing them takes two separate pieces
working together: a memory boundary and a concurrency boundary.
> **Global memory answers "how do we work." Per-client memory answers "what do we know
> about this client." A job never reads the wrong one, and no client's queue can starve
> another's.**
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## Say this to your agent
> "Split our memory into one global store (house style, SOPs, tool configs — shared
> across every client) and one isolated store per client (their brand facts, preferences,
> history, open items). Every job you run must declare which client it's for before it
> reads memory, and it may only read that client's store plus the global one — never
> another client's. Then put a concurrency limit in fro